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Sep, 2021
连续学习中泛化与遗忘的权衡形式化
Formalizing the Generalization-Forgetting Trade-off in Continual Learning
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Krishnan Raghavan, Prasanna Balaprakash
TL;DR
通过动态规划的方法建立连续学习问题的模型,将忘记与泛化之间的权衡建模为一个双方顺序博弈,提出了平衡连续学习 (BCL) 算法,使得忘记和泛化之间达到度的平衡,实验证明BCL与最先进技术相比表现良好。
Abstract
We formulate the
continual learning
(CL) problem via
dynamic programming
and model the
trade-off
between
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